# Success Prediction on Eval-Actions 1.0 (test) Source: [Success Prediction on Eval-Actions 1.0 (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:32:39.617Z Evaluation of the model's ability to predict action success using the test split of the Eval-Actions 1.0 dataset, measured by Accuracy, F1 score, and AUC. A research result applies to its stated dataset, split, metric and evaluation configuration. Compare like-for-like settings, preserve the metric's unit and direction, and distinguish paper-reported results from independent reproduction. The best result recorded here is not a claim of exhaustive, current global coverage. | Scope | Recorded value | | --- | --- | | Task | Success Prediction | | Dataset (including any stated split) | Eval-Actions 1.0 (test) | | Metric | Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 17 of 17 | | Coverage | All results currently returned for this benchmark | Evaluation settings may differ between results. The original papers and recorded configurations are needed to establish comparability. A shared metric name alone does not establish an identical protocol. ## Metrics - [Accuracy](): Higher is better; unit: PERCENT. - [F1 Score](): Higher is better; unit: PERCENT. - [AUC](): Higher is better; unit: PERCENT. ## Recorded results | Method | Accuracy | Result date | Report paper | | --- | --- | --- | --- | | QwenVL3-4B | 91 | Not recorded | 6978471ba2b28e761d87c9f6 | | AutoEval-S | 91 | Not recorded | 6978471ba2b28e761d87c9f6 | | InternVL3.5-4B | 90.6 | Not recorded | 6978471ba2b28e761d87c9f6 | | AutoEval-S | 90.6 | Not recorded | 6978471ba2b28e761d87c9f6 | | QwenVL3-4B | 90.2 | Not recorded | 6978471ba2b28e761d87c9f6 | | InternVL3.5-4B | 90 | Not recorded | 6978471ba2b28e761d87c9f6 | | AutoEval-P | 83 | Not recorded | 6978471ba2b28e761d87c9f6 | | InternVL3.5-4B | 81.7 | Not recorded | 6978471ba2b28e761d87c9f6 | | QwenVL3-4B | 81 | Not recorded | 6978471ba2b28e761d87c9f6 | | QwenVL2.5-3B | 78.4 | Not recorded | 6978471ba2b28e761d87c9f6 | | QwenVL2.5-3B | 76.1 | Not recorded | 6978471ba2b28e761d87c9f6 | | SmolVLM2.2B | 69.3 | Not recorded | 6978471ba2b28e761d87c9f6 | | QwenVL2.5-3B | 69.1 | Not recorded | 6978471ba2b28e761d87c9f6 | | SmolVLM2.2B | 66.4 | Not recorded | 6978471ba2b28e761d87c9f6 | | InternVL3.5-4B | 62.3 | Not recorded | 6978471ba2b28e761d87c9f6 | | SmolVLM2.2B | 62.1 | Not recorded | 6978471ba2b28e761d87c9f6 | | InternVL3.5-4B | 56.2 | Not recorded | 6978471ba2b28e761d87c9f6 | ### QwenVL3-4B Accuracy: 91. Result ID: 6999d1685698665ec44fe39f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Protocol":"Rank-Guided (RG)"}. This record does not assert independent reproduction. ### AutoEval-S Accuracy: 91. Result ID: 6999d1685698665ec44fe3a2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Protocol":"Rank-Guided (RG)"}. This record does not assert independent reproduction. ### InternVL3.5-4B Accuracy: 90.6. Result ID: 6999d1685698665ec44fe39c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Protocol":"Rank-Guided (RG)"}. This record does not assert independent reproduction. ### AutoEval-S Accuracy: 90.6. Result ID: 6999d1685698665ec44fe3a1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Protocol":"Expert Grading (EG)"}. This record does not assert independent reproduction. ### QwenVL3-4B Accuracy: 90.2. Result ID: 6999d1685698665ec44fe39e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Protocol":"Expert Grading (EG)"}. This record does not assert independent reproduction. ### InternVL3.5-4B Accuracy: 90. Result ID: 6999d1685698665ec44fe39b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Protocol":"Expert Grading (EG)"}. This record does not assert independent reproduction. ### AutoEval-P Accuracy: 83. Result ID: 6999d1685698665ec44fe3a3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Protocol":"Chain-of-Thought (CoT)"}. This record does not assert independent reproduction. ### InternVL3.5-4B Accuracy: 81.7. Result ID: 6999d1685698665ec44fe39d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Protocol":"Chain-of-Thought (CoT)"}. This record does not assert independent reproduction. ### QwenVL3-4B Accuracy: 81. Result ID: 6999d1685698665ec44fe3a0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Protocol":"Chain-of-Thought (CoT)"}. This record does not assert independent reproduction. ### QwenVL2.5-3B Accuracy: 78.4. Result ID: 6999d1685698665ec44fe399. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Protocol":"Rank-Guided (RG)"}. This record does not assert independent reproduction. ### QwenVL2.5-3B Accuracy: 76.1. Result ID: 6999d1685698665ec44fe398. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Protocol":"Expert Grading (EG)"}. This record does not assert independent reproduction. ### SmolVLM2.2B Accuracy: 69.3. Result ID: 6999d1685698665ec44fe395. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Protocol":"Expert Grading (EG)"}. This record does not assert independent reproduction. ### QwenVL2.5-3B Accuracy: 69.1. Result ID: 6999d1685698665ec44fe39a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Protocol":"Chain-of-Thought (CoT)"}. This record does not assert independent reproduction. ### SmolVLM2.2B Accuracy: 66.4. Result ID: 6999d1685698665ec44fe396. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Protocol":"Rank-Guided (RG)"}. This record does not assert independent reproduction. ### InternVL3.5-4B Accuracy: 62.3. Result ID: 6999d1685698665ec44fe394. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Protocol":"Rank-Guided (RG)","Supervised Fine-Tuning":"No (Zero-Shot)"}. This record does not assert independent reproduction. ### SmolVLM2.2B Accuracy: 62.1. Result ID: 6999d1685698665ec44fe397. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Protocol":"Chain-of-Thought (CoT)"}. This record does not assert independent reproduction. ### InternVL3.5-4B Accuracy: 56.2. Result ID: 6999d1685698665ec44fe393. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Protocol":"Expert Grading (EG)","Supervised Fine-Tuning":"No (Zero-Shot)"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.